Squashed commit of the following:

commit 539d82097ac378a26892f7ecb4586d2df4ab12c3
Author: Eric Arellano <[email protected]>
Date:   Tue May 13 15:55:00 2025 -0400

    Rename part 2

commit 9c2c424a8b80856b295ce5c0091c38985ce7f2ba
Author: Eric Arellano <[email protected]>
Date:   Tue May 13 15:54:36 2025 -0400

    Rename part 1

commit 765a73c
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 15:29:49 2025 -0400

    Added a course introduction

commit 84eff50
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 15:14:11 2025 -0400

    Removed hyphen from my own handle in qiskit_bot.yaml

commit 526e092
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 15:05:29 2025 -0400

    Removed hyphen from my own handle in qiskit_bot.yaml

commit ed35726
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 15:01:14 2025 -0400

    Fixed sp errors and added words to ignore to each file

commit ce8e441
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 14:54:14 2025 -0400

    Fixed sp errors and added words to ignore to each file

commit e2b0540
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 14:45:48 2025 -0400

    Fixed sp errors and added words to ignore to each file

commit bab8bb5
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 14:18:53 2025 -0400

    Fixed sp errors and added words to ignore to QVCs QNNs

commit ac04ccc
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 14:15:23 2025 -0400

    Fixed sp errors and added words to ignore to QVCs QNNs

commit c75b963
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 12:52:07 2025 -0400

    Added QVC and QNN to dictionary

commit b23d30e
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 12:17:35 2025 -0400

    Fixed description and title in kernel methods

commit 50810c7
Merge: 29cdc84 6426ce4
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 12:09:05 2025 -0400

    Merge branch 'CP/QML' of https://github.com/Qiskit/documentation into CP/QML

commit 29cdc84
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 12:08:33 2025 -0400

    Edited description and title of each notebook in QML

commit 6426ce4
Merge: d834a24 9b4e192
Author: christopherporter1 <[email protected]>
Date:   Tue May 13 11:55:10 2025 -0400

    Merge branch 'main' into CP/QML

commit 9b4e192
Author: Kaelyn Ferris <[email protected]>
Date:   Tue May 13 11:39:07 2025 -0400

    Update testing env to include `PendingDeprecation` warnings (#3114)

    Closes #2716

    According to the official python docs, `PendingDeprecation` warnings are
    [ignored by
    default](https://docs.python.org/3/library/exceptions.html#PendingDeprecationWarning)
    unless [Python Development
    Mode](https://docs.python.org/3/library/devmode.html) is enabled (done
    either through the `-Xdev` or `-Wd` flags when invoking `python` or by
    setting the environment variable `PYTHONDEVMODE=1`).

    This PR sets the `tox` environment to run using dev mode with the
    `PYTHONDEVMODE` env var.

commit d834a24
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 10:41:29 2025 -0400

    replaced Frank's addition of Prac QC to index, qiskit_bot, and notebook checker

commit 1c9860d
Author: Christopher Porter <[email protected]>
Date:   Tue May 13 09:18:04 2025 -0400

    replaced python with python3 in start, check, fix

commit 42ec9e4
Author: Emil Kovacev <[email protected]>
Date:   Tue May 13 06:55:25 2025 -0400

    Adds additional tutorials requirements for nb-tester (#3093)

    Closes #3071

commit a942952
Author: abbycross <[email protected]>
Date:   Mon May 12 14:04:37 2025 -0400

    Specify rolling plan is for Premium only (#3113)

    Mention on fair-share-scheduler page that the 28-day rolling window only
    applies to Premium, not Flex Plan.

commit 476035b
Author: Christopher Porter <[email protected]>
Date:   Mon May 12 13:09:35 2025 -0400

    Added course to index

commit acfd586
Author: Christopher Porter <[email protected]>
Date:   Mon May 12 11:47:28 2025 -0400

    Update notebook-testing.toml

commit 7cd57d7
Author: Rebecca Dimock <[email protected]>
Date:   Fri May 9 15:37:21 2025 -0500

    Update session max TTL  (#3110)

    @jyu00 noticed that when I updated the batch max TTL, I needed to also
    update the session max TTL.

    ---------

    Co-authored-by: Jessie Yu <[email protected]>

commit ae60a0c
Author: Arnau Casau <[email protected]>
Date:   Fri May 9 19:14:03 2025 +0200

    Generate Qiskit 1.4.3 (#3111)

    This PR generates the docs for qiskit 1.4.3 (historical)

    ```
    npm run gen-api -- -p qiskit -v 1.4.3 --historical
    ```

commit 479402a
Author: Frank Harkins <[email protected]>
Date:   Fri May 9 17:37:42 2025 +0100

    Extract notebook image outputs (#3109)

    Follow up to #3095. This PR actually extracts the images and adds the
    script to `./check`, `./fix`, and CI.

commit fd899ad
Author: abbycross <[email protected]>
Date:   Fri May 9 12:02:53 2025 -0400

    New Platform updates for Latest Updates pg (#3102)

    Co-authored-by: Eric Arellano <[email protected]>

commit 81fff3e
Author: Frank Harkins <[email protected]>
Date:   Fri May 9 15:42:41 2025 +0100

    Add script to extract notebook image outputs (#3095)

    This PR adds a script to extract image outputs from notebooks and
    convert them to AVIF if necessary. We're already doing this in
    inner-source as part of the sync but it was taking too long with the new
    tutorial notebooks. This PR just introduces the script, a follow-up PR
    will extract the images and add this to `./fix`.

    ---------

    Co-authored-by: Rebecca Dimock <[email protected]>
    Co-authored-by: Eric Arellano <[email protected]>

commit 39201f7
Author: Frank Harkins <[email protected]>
Date:   Fri May 9 10:05:32 2025 +0100

    Relativize documentation links in tutorials (#3101)

    Fixes #3097.

    Some of these links are quite old, so I made a request for each URL and
    recorded the redirect. I then replaced `https://docs.quantum.ibm.com` ->
    `/docs` in the redirect, then replaced the original URLs with these
    paths.

commit e987606
Author: abbycross <[email protected]>
Date:   Thu May 8 14:07:20 2025 -0400

    Local estimation (before submitting job) (#3092)

    Closes #2783.

    Note that this PR re-institutes the Workload usage page in the toc,
    which recently was marked for the Classic platform only.

    ---------

    Co-authored-by: Jessie Yu <[email protected]>

commit 95bb10e
Author: abbycross <[email protected]>
Date:   Thu May 8 13:54:11 2025 -0400

    Remove duplicate step 1 in Grovers tutorial (#3104)

    Closes #3096

    Also spotted a `quantum-computing` URL and updated it to `quantum`

commit 5c6a64e
Author: abbycross <[email protected]>
Date:   Thu May 8 13:53:52 2025 -0400

    Update c-extension-for-python.mdx (#3103)

    Closes #3066.

commit 5b1c2bc
Author: Christopher Porter <[email protected]>
Date:   Thu May 8 13:02:17 2025 -0400

    Copy QML notebooks

commit 57306b6
Author: Sanket Panda <[email protected]>
Date:   Thu May 8 12:29:49 2025 -0400

    serverless: add information about detailed statuses (#3068)

    Qiskit Serverless allows users to [set custom
    statuses](Qiskit/qiskit-serverless#1615) soon.
    This documentation outlines how to set these statuses and return an
    execution summary easily

    ---------

    Co-authored-by: ABBY CROSS <[email protected]>
    Co-authored-by: Kaelyn Ferris <[email protected]>

commit cb0c07a
Author: Jessie Yu <[email protected]>
Date:   Thu May 8 12:07:46 2025 -0400

    Minor fixes to the timing pages (#3069)

    Some minor fixes to the pages on timing, including

    - Use the same wording to describe quantum time
    - Change `QPU-calculated max execution time` to `service-calculated`,
    since QPU is just hardware
    - Fix hyperlink text to match the new topic names
    - Add wording on minimizing run time for estimator jobs

    ---------

    Co-authored-by: abbycross <[email protected]>

commit 2aeb5ad
Author: Kaelyn Ferris <[email protected]>
Date:   Thu May 8 10:16:45 2025 -0400

    Add admonition about pyscf in SQD guide (#3086)

    Closes #2596

    ---------

    Co-authored-by: abbycross <[email protected]>

commit f03f973
Author: Frank Harkins <[email protected]>
Date:   Thu May 8 12:42:18 2025 +0100

    Migrate "Quantum computing in practice" course (#3078)

    Migrates the [Quantum computing in
    practice](https://learning.quantum.ibm.com/course/quantum-computing-in-practice)
    course from the learning platform.

    [Preview
    link](https://qiskit.github.io/documentation/pr-3078/learning/courses/quantum-computing-in-practice/)

commit 14ea3d0
Author: abbycross <[email protected]>
Date:   Wed May 7 10:04:58 2025 -0400

    method get_job_by_id() missing in Qiskit Function Intro (#2629)

    Closes #2627 which was opened by @johannesgreiner. Johannes, can you
    provide more info on the fix please?

    ---------

    Co-authored-by: Johannes Greiner <[email protected]>
    Co-authored-by: Eric Arellano <[email protected]>

commit 7bdb091
Author: Frank Harkins <[email protected]>
Date:   Tue May 6 18:01:46 2025 +0100

    Fix stale images check and remove unused images (#3088)

    These images were accidentally included during the tutorials migration.

commit cf1a1fe
Author: Rebecca Dimock <[email protected]>
Date:   Tue May 6 10:08:12 2025 -0500

    Update max ttl defaults (#3089)

    closes #2996

commit 88781bf
Author: Jim Garrison <[email protected]>
Date:   Mon May 5 23:20:51 2025 -0400

    AQC = approximate quantum compilation (#3087)

    This updates it so AQC consistently is expanded as "approximate quantum
    compilation"

    This content was originally added in #2291.

commit 821e9ad
Author: Eric Arellano <[email protected]>
Date:   Mon May 5 16:27:43 2025 -0400

    Document how to ignore gh-pages branch (#3080)

    Running `git fetch` is very slow in this repository because of the
    `gh-pages` branch, even though you never use that locally.
    https://stackoverflow.com/a/64439191 says how to ignore the branch.

commit e022157
Author: Arnau Casau <[email protected]>
Date:   Mon May 5 21:51:21 2025 +0200

    Update docker digest from start script (#3083)

    This PR updates the image digest from the `start` script. The new image
    allows the user to override the dividers from the TOC.

commit 4154a11
Author: Rebecca Dimock <[email protected]>
Date:   Mon May 5 14:49:26 2025 -0500

    Fix broken links in instances guide (#3085)

    closes #3049

Author: Eric-Arellano

learning/courses/quantum-machine-learning/_toc.json

@@ -0,0 +1,30 @@
+{
+  "title": "Quantum machine learning",
+  "collapsed": true,
+  "children": [
+    {
+        "title": "Overview",
+        "url": "/learning/courses/quantum-machine-learning"
+    },
+    {
+        "title": "Introduction",
+        "url": "/learning/courses/quantum-machine-learning/introduction"
+    },
+    {
+        "title": "Classical machine learning review",
+        "url": "/learning/courses/quantum-machine-learning/ml-classical-review"
+    },
+    {
+        "title": "Data encoding",
+        "url": "/learning/courses/quantum-machine-learning/data-encoding"
+    },
+    {
+        "title": "Quantum kernels",
+        "url": "/learning/courses/quantum-machine-learning/quantum-kernel-methods"
+    },
+    {
+        "title": "QVCs and QNNs",
+        "url": "/learning/courses/quantum-machine-learning/qvc-and-qnn"
+    }
+  ]
+}

learning/courses/quantum-machine-learning/classical-ml-review.ipynb

@@ -626,3 +626,15 @@ notifications:
     - "@livlanes"
   "learning/courses/quantum-computing-in-practice/index":
     - "@livlanes"
+  "learning/courses/quantum-machine-learning/classical-ml-review":
+    - "@christopherporter1"
+  "learning/courses/quantum-machine-learning/data-encoding":
+    - "@christopherporter1"
+  "learning/courses/quantum-machine-learning/introduction":
+    - "@christopherporter1"
+  "learning/courses/quantum-machine-learning/quantum-kernel-methods":
+    - "@christopherporter1"
+  "learning/courses/quantum-machine-learning/qvc-qnn":
+    - "@christopherporter1"
+  "learning/courses/quantum-machine-learning/index":
+    - "@christopherporter1"

learning/courses/quantum-machine-learning/data-encoding.ipynb

@@ -66,11 +66,15 @@ QESEM
 QESEM's
 QKLIB
 QKNAME
+QNN
+QNNs
 QPU's
 QRTE
 QSCI
 QUBO
 QURI
+QVC
+QVCs
 QVSM
 Qctrl
 Qedma
@@ -150,6 +154,10 @@ csdg
 decohere
 decomp
 dephasing
+dequantizability
+dequantization
+dequantize
+dequantized
 destabilizer
 detuning
 diagonalization

learning/courses/quantum-machine-learning/index.mdx

@@ -170,4 +170,9 @@ notebooks = [
     "learning/courses/quantum-computing-in-practice/mapping.ipynb",
     "learning/courses/quantum-computing-in-practice/applications-of-qc.ipynb",
     "learning/courses/quantum-computing-in-practice/utility-scale-qaoa.ipynb",
+    "learning/courses/quantum-machine-learning/classical-ml-review.ipynb",
+    "learning/courses/quantum-machine-learning/data-encoding.ipynb",
+    "learning/courses/quantum-machine-learning/introduction.ipynb",
+    "learning/courses/quantum-machine-learning/quantum-kernel-methods.ipynb",
+    "learning/courses/quantum-machine-learning/qvc-qnn.ipynb"
 ]

learning/courses/quantum-machine-learning/introduction.ipynb

@@ -34,6 +34,7 @@ def run_cmd(name: str, cmd: list[str], *, progress: str | None) -> None:
         # Merge stderr into stdout so that output is sequential.
         stderr=subprocess.STDOUT,
         text=True,
+        encoding="utf-8",
     )
     if result.returncode == 0:
         progress_formatted = f" ({progress})" if progress else ""